{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "86b54f03",
   "metadata": {},
   "source": [
    "# 数据采样\n",
    "一般情况下，数据集是非常巨大的，而我们是不能把所有数据都直接加载到内存中的，因此需要一些采样规则来将个别数据加载到内存中，mindspore.dataset中封装了许多常用的采样器，当然我们一样可以自定义采样器，下面用几个采样器举例。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5e8a042",
   "metadata": {},
   "source": [
    "数据集我们选择用CIFAR-10，用vision套件加载数据集："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "32c92756",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "170499072B [14:32, 195338.37B/s]                                                                                       \n",
      "[WARNING] ME(70904:74952,MainProcess):2022-10-20-20:36:27.944.723 [mindspore\\dataset\\engine\\datasets_user_defined.py:656] Python multiprocessing is not supported on Windows platform.\n"
     ]
    }
   ],
   "source": [
    "from mindvision.classification.dataset import Cifar10\n",
    "dataset = Cifar10(path='./Cifar10', split='train', download=True, batch_size=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "572859df",
   "metadata": {},
   "source": [
    "很遗憾上述直接调用高阶API的下载数据集下载的格式不支持下述操作，我们选择使用官方教程中的下载方式："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2c4a6ba2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "170052608B [02:48, 1009953.60B/s]                                                                                      \n"
     ]
    }
   ],
   "source": [
    "from mindvision import dataset\n",
    "\n",
    "dl_path = \"./datasets\"\n",
    "data_dir = \"./datasets/cifar-10-batches-bin/\"\n",
    "dl_url = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/cifar-10-binary.tar.gz\"\n",
    "\n",
    "dl = dataset.DownLoad()  # 下载CIFAR-10数据集\n",
    "dl.download_and_extract_archive(url=dl_url, download_path=dl_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92eec22a",
   "metadata": {},
   "source": [
    "## PKSampler\n",
    "在指定的P个类别中各抽取K个数据,据官方文档，当前不支持指定采样类别数，故默认全类别采样。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "28022958",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "def plt_result(dataset, row):\n",
    "    \"\"\"显示采样结果\"\"\"\n",
    "    num = 1\n",
    "    for data in dataset.create_dict_iterator():\n",
    "        print(\"Image shape:\", data['image'].shape, \", Label:\", data['label'])\n",
    "        plt.subplot(row, math.ceil(dataset.get_dataset_size() / row), num)\n",
    "        image = data['image'].asnumpy()\n",
    "        plt.imshow(image, interpolation=\"None\")\n",
    "        num += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7c3835c6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image shape: (32, 32, 3) , Label: 0\n",
      "Image shape: (32, 32, 3) , Label: 0\n",
      "Image shape: (32, 32, 3) , Label: 1\n",
      "Image shape: (32, 32, 3) , Label: 1\n",
      "Image shape: (32, 32, 3) , Label: 2\n",
      "Image shape: (32, 32, 3) , Label: 2\n",
      "Image shape: (32, 32, 3) , Label: 3\n",
      "Image shape: (32, 32, 3) , Label: 3\n",
      "Image shape: (32, 32, 3) , Label: 4\n",
      "Image shape: (32, 32, 3) , Label: 4\n",
      "Image shape: (32, 32, 3) , Label: 5\n",
      "Image shape: (32, 32, 3) , Label: 5\n",
      "Image shape: (32, 32, 3) , Label: 6\n",
      "Image shape: (32, 32, 3) , Label: 6\n",
      "Image shape: (32, 32, 3) , Label: 7\n",
      "Image shape: (32, 32, 3) , Label: 7\n",
      "Image shape: (32, 32, 3) , Label: 8\n",
      "Image shape: (32, 32, 3) , Label: 8\n",
      "Image shape: (32, 32, 3) , Label: 9\n",
      "Image shape: (32, 32, 3) , Label: 9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mindspore.dataset as ds\n",
    "# 设置随机数种子b\n",
    "ds.config.set_seed(0)\n",
    "dir = \"./datasets/cifar-10-batches-bin/\"\n",
    "# 设置采样器，每个类别抽取2个数据\n",
    "sampler = ds.PKSampler(2)\n",
    "# 调用Cifar10Dataset接口对Cifar10数据集进行处理\n",
    "dataset = ds.Cifar10Dataset(dir, sampler=sampler)\n",
    "plt_result(dataset, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ac56c61",
   "metadata": {},
   "source": [
    "## WeightedRandomSampler\n",
    "指定长度为N的采样概率列表，按照概率在前N个样本中随机采样指定数目的数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "35614915",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image shape: (32, 32, 3) , Label: 9\n",
      "Image shape: (32, 32, 3) , Label: 9\n",
      "Image shape: (32, 32, 3) , Label: 6\n",
      "Image shape: (32, 32, 3) , Label: 9\n",
      "Image shape: (32, 32, 3) , Label: 6\n",
      "Image shape: (32, 32, 3) , Label: 6\n",
      "Image shape: (32, 32, 3) , Label: 6\n",
      "Image shape: (32, 32, 3) , Label: 9\n",
      "Image shape: (32, 32, 3) , Label: 9\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 指定十个类别的采样权重\n",
    "weights = [0.5, 0.5, 0, 0, 0, 0, 0, 0, 0, 0]\n",
    "# 设置采样器\n",
    "sampler = ds.WeightedRandomSampler(weights, num_samples=9)\n",
    "# num_samples:获取的样本数\n",
    "dataset = ds.Cifar10Dataset(dir, sampler=sampler)\n",
    "plt_result(dataset, 3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b30bb90b",
   "metadata": {},
   "source": [
    "## 自定义采样器\n",
    "与之前的自定义类似，需要继承一个基类，这里是`Sampler`类，通过实现`__iter__`方法来自定义采样器的采样方式，下面的样例定义了一个从下标0至下标9间隔为2采样的采样器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "f1328449",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[WARNING] ME(70904:74952,MainProcess):2022-10-20-21:13:23.924.991 [mindspore\\dataset\\engine\\datasets_user_defined.py:656] Python multiprocessing is not supported on Windows platform.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a c e g i "
     ]
    }
   ],
   "source": [
    "class MySampler(ds.Sampler):\n",
    "    \"\"\"自定义采样器\"\"\"\n",
    "    def __iter__(self):\n",
    "        for i in range(0, 10, 2):\n",
    "            yield i\n",
    "# 自定义数据集\n",
    "data = ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j', 'k', 'l']\n",
    "\n",
    "# 加载数据\n",
    "sampler = ds.IterSampler(sampler=MySampler())\n",
    "dataset = ds.NumpySlicesDataset(data, sampler=sampler)\n",
    "\n",
    "for data in dataset.create_tuple_iterator():\n",
    "    print(data[0], end=' ')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "mindspore",
   "language": "python",
   "name": "mindvision"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
